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Schema-First RAG with Eval-Gated Grounding and Claim-Card Provenance

· 7 min read
Vadim Nicolai
Senior Software Engineer

This article documents a production-grade architecture for generating research-grounded therapeutic content. The system prioritizes verifiable artifacts (papers → structured extracts → scored outputs → claim cards) over unstructured text.

You can treat this as a “trust pipeline”: retrieve → normalize → extract → score → repair → persist → generate.